{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 1</td>\n",
       "      <td> 2011/1/1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 6</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2</td>\n",
       "      <td> 0.344167</td>\n",
       "      <td> 0.363625</td>\n",
       "      <td> 0.805833</td>\n",
       "      <td> 0.160446</td>\n",
       "      <td> 331</td>\n",
       "      <td>  654</td>\n",
       "      <td>  985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 2</td>\n",
       "      <td> 2011/1/2</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2</td>\n",
       "      <td> 0.363478</td>\n",
       "      <td> 0.353739</td>\n",
       "      <td> 0.696087</td>\n",
       "      <td> 0.248539</td>\n",
       "      <td> 131</td>\n",
       "      <td>  670</td>\n",
       "      <td>  801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> 3</td>\n",
       "      <td> 2011/1/3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0.196364</td>\n",
       "      <td> 0.189405</td>\n",
       "      <td> 0.437273</td>\n",
       "      <td> 0.248309</td>\n",
       "      <td> 120</td>\n",
       "      <td> 1229</td>\n",
       "      <td> 1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> 4</td>\n",
       "      <td> 2011/1/4</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2</td>\n",
       "      <td> 1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0.200000</td>\n",
       "      <td> 0.212122</td>\n",
       "      <td> 0.590435</td>\n",
       "      <td> 0.160296</td>\n",
       "      <td> 108</td>\n",
       "      <td> 1454</td>\n",
       "      <td> 1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 5</td>\n",
       "      <td> 2011/1/5</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0.226957</td>\n",
       "      <td> 0.229270</td>\n",
       "      <td> 0.436957</td>\n",
       "      <td> 0.186900</td>\n",
       "      <td>  82</td>\n",
       "      <td> 1518</td>\n",
       "      <td> 1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant    dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011/1/1       1   0     1        0        6           0   \n",
       "1        2  2011/1/2       1   0     1        0        0           0   \n",
       "2        3  2011/1/3       1   0     1        0        1           1   \n",
       "3        4  2011/1/4       1   0     1        0        2           1   \n",
       "4        5  2011/1/5       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  \n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np  # 矩阵操作\n",
    "import pandas as pd # SQL数据处理\n",
    "\n",
    "from sklearn.metrics import r2_score  #模型评估\n",
    "\n",
    "import matplotlib.pyplot as plt   #画图\n",
    "import seaborn as sns\n",
    "# 图形出现在Notebook里而不是新窗口\n",
    "%matplotlib inline\n",
    "data = pd.read_csv(\"day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x162e87b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单车单日使用量散点图\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"Distribution of shangring bikes\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据相关性分析\n",
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "data_corr = data.corr().abs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15, 15)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x163a1eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14, 10))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "plt.show()#个个特征相关性热图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从原始数据中分离输入2011年数据和2012年数据\n",
    "A = data[data.yr==0]\n",
    "B = data[data.yr==1]\n",
    "\n",
    "A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train =A['cnt'].values#分离训练机的X和y\n",
    "X_train=A.drop(['cnt','registered','casual','dteday','instant','yr'], axis = 1)#丢弃一些不必要的特征\n",
    "\n",
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(366, 10)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test =B['cnt'].values#分离测试集的X和y\n",
    "X_test=B.drop(['cnt','registered','casual','dteday','instant','yr'], axis = 1)#丢弃一些不必要的特征\n",
    "\n",
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据归一化\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# 分别初始化对特征和目标值的标准化器\n",
    "ss_X =MinMaxScaler()\n",
    "\n",
    "\n",
    "# 分别对训练和测试数据的特征以及目标值进行标准化处理\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#岭回归／L2正则\n",
    "\n",
    "from sklearn.linear_model import  RidgeCV\n",
    "\n",
    "#设置超参数（正则参数）范围\n",
    "alphas = [ 0.01, 0.1, 1, 10,100]\n",
    "\n",
    "#生成一个RidgeCV实例\n",
    "ridge = RidgeCV(alphas=alphas, store_cv_values=True)  \n",
    "\n",
    "#模型训练\n",
    "ridge.fit(X_train, y_train)    \n",
    "\n",
    "#预测\n",
    "y_test_pred_ridge = ridge.predict(X_test)+2150\n",
    "y_train_pred_ridge = ridge.predict(X_train)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r2 score of RidgeCV on test is 0.635335951435\n",
      "The r2 score of RidgeCV on train is 0.757433610817\n"
     ]
    }
   ],
   "source": [
    "# 使用r2_score评价模型在测试集和训练集上的性能，并输出评估结果\n",
    "\n",
    "print 'The r2 score of RidgeCV on test is', r2_score(y_test, y_test_pred_ridge)\n",
    "print 'The r2 score of RidgeCV on train is', r2_score(y_train, y_train_pred_ridge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GsVgsNohEIqPBYBA37+f2KS8vH01E1NjY6FpTU+Pm4eFhbj6WXq/3aVoBAQD0NWlpRM8+S3Tffc6OpHUOSTxXr171JCIqLy8fvW/fvscXLlz4aVxcXHZ6enoykX3l2ezZs/cTEcXFxWWrVKrE+vr6gTqdbqxWq5WFhYUVenl5VQ0fPvy6RqMJZ4zxduzYsWjWrFlZ3D7cWHv27JkXFRV1mIhIqVSq1Wq10mq1CiwWy4i8vDxFdHT0QUe8ZgAARzMYiFQqopdecnYkd9GRFQntbVOnTj0aGBh4JiQk5MS///3v6ew/K86ioqIOyWSyUoVCoW662mzt2rWvSSSSMn9///O5ubnRXH9RUdHkoKCgUxKJpGz58uXvc/21tbWD4uPjd0mlUm14eHiBTqfz5Z7btm3bU1KpVCuVSrXbt29Pbik+wqo2AOgDfv97xl56yXHHow6uasOdCwh3LgCA3s9oJAoOJjp3jkgodMwxO3rnAiQeQuIBgN7v+eeJ+Hyiv/7VccdE4ukEJB4A6M0qKoiCgojOniXy8nLccZF4OgGJBwB6sxdeIOLxiN5917HHReLpBCQeAOitKiuJxo0jOnOGyNvbscfG3akBAPqhd94hWrTI8UmnM1DxECoeAOidTCai++8nOn2aaNQoxx8fFQ8AQD/zzjtETzzhnKTTGah4CBUPAPQ+V68SBQQQnTpFJGrx1sfdDxUPAEA/8pe/EC1c6Lyk0xmoeAgVDwD0Lteu2audkyeJxOK7b99dUPEAAPQTf/0rUUKCc5NOZ6DiIVQ8ANB7/PADkb8/0fHjRKNHOzcWVDwAAP3A//0fUXy885NOZ6DiIVQ8ANA7mM1EcjlRSQnRmDHOjgYVDwBAn/fuu0Rz5/aMpNMZqHgIFQ8A9HzV1UQyGVFxMZGvr7OjsUPFAwDQh733HtGcOT0n6XQGKh5CxQMAPZvFYq92CguJ/PycHc1/oeIBAOijNm4kiovrWUmnM1DxECoeAOi5rFYiqZRIoyGSSJwdzS+h4gEA6IPef5/o0Ud7XtLpDFQ8hIoHAHqmmhp7tfPtt/bPeHoaVDwAAH3M3/5GFBvbM5NOZzgk8axfv/7VcePGnQkODj61cOHCT+vq6gZVV1e7KxSKPLlcXqpUKtVWq1XQdHuZTKYNCAg4r1arlVx/cXHx5ODg4FMymUy7YsWKjVx/XV3doISEhEyZTKaNiIgouHLlys+XV6WnpyfL5fJSuVxempGRkeSI1wsA0FnXr9tPs73+urMj6QaMsW5tOp3Od+zYsZdqa2sHMcZo/vz5mdu3b09euXLl2xs2bHiZMUZpaWkpKSkpaYwxOnPmTGBISMiJ+vp6vk6n85VIJGU2m43HGKPQ0NBCjUYTxhij2NjYAzk5OTGMMdq0adOypUuXbmaMkUqlSkhISFAxxshsNrv7+fldtFgsAovFIuAeN4/RPg0AAD3H2rWMPfGEs6O4s/+8d7Y7L3R7xTN8+PDrfD6/4datW0MaGxtdb926NWTUqFEV2dnZccnJyelERMnJyen79++fTUSUlZU1a8GCBTv5fH6Dr6/vZalUWqbRaMIrKyu9b9y4MSwsLKyQiCgpKSmD26fpWHPnzt17+PDhKCKigwcPRiuVSrVAILAKBAKrQqHIy83Njenu1wwA0Bk3btgvGO2T1Q4RuXb3Adzd3av/+Mc//nX06NHl99xzz0/R0dEHFQpFnslkEgqFQhMRkVAoNJlMJiERUUVFxaiIiIgCbn+xWGwwGo0iPp/fIBaLDVy/SCQyGo1GERGR0WgU+fj46ImIXF1dG93c3GrMZrNHRUXFqKb7cGO1FOeqVat+fhwZGUmRkZFdOg8AAG31wQdEM2bYv+ytJ8nPz6f8/PxOj9PtiefixYuS995774XLly/7urm51cTHx+/++OOPn2y6DY/HYzwez6nLypomHgAAZ/nxR/vNQL/80tmR/K/mv5SnpqZ2aJxuP9VWVFQ05YEHHvjWw8PD7Orq2vj444/vO3bs2K+8vLyqqqqqvIiIKisrvT09Pa8S2SsZvV7vw+1vMBjEYrHYIBKJjAaDQdy8n9unvLx8NBFRY2Oja01NjZuHh4e5+Vh6vd6naQUEANDTbNpE9OtfE91/v7Mj6T7dnngCAgLOFxQURPz000/3MMZ4hw4dmhEYGHj2scce+zw9PT2ZyL7ybPbs2fuJiOLi4rJVKlVifX39QJ1ON1ar1crCwsIKvby8qoYPH35do9GEM8Z4O3bsWDRr1qwsbh9urD179syLioo6TESkVCrVarVaabVaBRaLZUReXp4iOjr6YHe/ZgCAjvjxR/sXvb3xhrMj6WYdWZHQ3rZhw4aXAwMDzwQFBZ1KSkpKr6+v55vNZveoqKhDMpmsVKFQqJuuNlu7du1rEomkzN/f/3xubm40119UVDQ5KCjolEQiKVu+fPn7XH9tbe2g+Pj4XVKpVBseHl6g0+l8uee2bdv2lFQq1UqlUu327duTW4qPsKoNAHqAt99mLD7e2VG0HXVwVRvuXEC4cwEAON/Nm/bb4uTlEQUHOzuatsGdCwAAerEPPyR66KHek3Q6AxUPoeIBAOe6dcte7Rw8SDR+vLOjabtuqXi++uqrqf/85z+fIiK6du3aSJ1ON7ajAQIAQMv+/neiBx7oXUmnM1qteFatWrWquLh48oULF/xLS0vlRqNRNH/+/F3ffPPNgw6Osduh4gEAZ/npJ3u1k5NDFBLi7Gjap8srns8++2xOVlbWrKFDh94ksl8rc+PGjWGdCRIAAH7pH/8gCg/vfUmnM1q9c8GgQYPqBgwYYOP+fPPmzaGOCQkAoH+orSV6+22if/3L2ZE4VqsVT3x8/O7Fixf/3Wq1Cv7xj3/8Lioq6vBvf/vb/+fI4AAA+rKPPiKaMoVo4kRnR+JYd1zVplarldz34XA393RYZA6Ez3gAwNFqa+3fLpqVRTR5srOj6ZiOfsbTauK5efPm0MGDB9e6uLjcvnDhgv+FCxf8Y2Njc/h8fkOno+1hkHgAwNE2bSLKzSX6/HNnR9JxXZ54Jk2aVPL1118/ZLFYRjz44IPfhIaGfjdw4MD6Tz755IlOR9vDIPEAgCPV1dmrnc8+s59q6626fFUbY4w3ZMiQW/v27Xt82bJlm3fv3h1/+vTpoM6FCQAA27bZr9npzUmnM+54Aem33377wCeffPLEzJkzDxAR2Ww23GIHAKAT6uqI1q8nevNNZ0fiPK0mkvfee++FtLS0Vx5//PF9QUFBpy9duuQ3ffr0I44MDgCgr9m+nWjcOKKwMGdH4jytXsczZMiQWwMGDLDt3LlzwY4dOxY5MigAgL6ovt5e7ahUzo7EuVpNPE888cQnf/nLX14KCgo63fRCUgAA6Jj0dCJ/f6KICGdH4lytJp6RI0dei4uLy3ZkMAAAfVVDA9G6dUSffOLsSJyv1eXUarVamZmZmTBjxoxDAwcOrCeyLzt+/PHH9zk0QgfAcmoA6G5bt9pPseX1ocvwO7qcutWKJz09PfnChQv+jY2Nrk1PtfXFxAMA0J0aGojWriXKyHB2JD1Dq4mnqKhoyvnz5wN4PB5KAQCATvj4Y6KxY+3fMAp3WE79wAMPfHv27NlARwYDANDXNDbaq53+fN1Oc61WPMeOHfvVhAkTTowdO1Y3aNCgOiL7ZyHff/99P/mOPACAzvvkEyIfH6KHH3Z2JD1Hq4sLLl++7NtSv6+v7+VujMcpsLgAALpDYyPR/ffbv/4gMtLZ0XS9Ll9c0BcTDACAI+3cSTRqVN9MOp3R7fdeu3Dhgv/EiROPc83Nza3m/ffff766utpdoVDkyeXyUqVSqbZarQJun/Xr178qk8m0AQEB57nvAyIiKi4unhwcHHxKJpNpV6xYsZHrr6urG5SQkJApk8m0ERERBVeuXBnDPZeenp4sl8tL5XJ5aUZGRlJ3v14AACKi27eJ3noLn+20iDHmsHb79u0BXl5eleXl5T4rV658e8OGDS8zxigtLS0lJSUljTFGZ86cCQwJCTlRX1/P1+l0vhKJpMxms/EYYxQaGlqo0WjCGGMUGxt7ICcnJ4YxRps2bVq2dOnSzYwxUqlUCQkJCSrGGJnNZnc/P7+LFotFYLFYBNzj5nHZpwEAoOt8/DFjDz3EmM3m7Ei6z3/eO9udCxx6t+lDhw7NkEqlZT4+Pvrs7Oy45OTkdCKi5OTk9P37988mIsrKypq1YMGCnXw+v8HX1/eyVCot02g04ZWVld43btwYFhYWVkhElJSUlMHt03SsuXPn7j18+HAUEdHBgwejlUqlWiAQWAUCgVWhUOTl5ubGOPI1A0D/c/s20Zo19mqH1+5PQPq+Vj/j6Q4qlSpxwYIFO4mITCaTUCgUmoiIhEKhyWQyCYmIKioqRkVERBRw+4jFYoPRaBTx+fwGsVhs4PpFIpHRaDSKiIiMRqPIx8dHT0Tk6ura6ObmVmM2mz0qKipGNd2HG6ul2FatWvXz48jISIrESVkA6KDMTCIPD6KoKGdH0rXy8/MpPz+/0+M4LPHU19cP/Pzzzx/bsGFDSvPneDwec/aFqk0TDwBAR3HVzsaNfa/aaf5LeWpqaofGcdiptpycnNjJkycXjxw58hqRvcqpqqryIiKqrKz09vT0vEpkr2T0er0Pt5/BYBCLxWKDSCQyGgwGcfN+bp/y8vLRRESNjY2uNTU1bh4eHubmY+n1ep+mFRAAQFfbvZtoxAgihcLZkfRcDks8O3fuXMCdZiMiiouLy05PT08msq88mz179n6uX6VSJdbX1w/U6XRjtVqtLCwsrNDLy6tq+PDh1zUaTThjjLdjx45Fs2bNymo+1p49e+ZFRUUdJiJSKpVqtVqttFqtAovFMiIvL08RHR190FGvGQD6F5sNn+20SUdWJLS3/fjjj0M9PDx+uH79+jCuz2w2u0dFRR2SyWSlCoVC3XS12dq1a1+TSCRl/v7+53Nzc6O5/qKioslBQUGnJBJJ2fLly9/n+mtrawfFx8fvkkql2vDw8AKdTufLPbdt27anpFKpViqVardv357cUnyEVW0A0AUyMxkLD+/bK9maog6uamv1zgX9Ce5cAACdZbMRjR9P9M47RLGxzo7GMTp65wKHLqcGAOir9u0jGjKEKAYXbNyVQ5dTAwD0RTYb0erVROvX47OdtkDFAwDQSfv3Ew0aRDRzprMj6R1Q8QAAdAJX7axZg2qnrVDxAAB0QnY2kYsL0aOPOjuS3gOJBwCggxizVzt//jOqnfZA4gEA6KDPP7cnn7g4Z0fSuyDxAAB0AGNEqamodjoCiQcAoAO++ML+1dazZjk7kt4HiQcAoJ2aVjsD8C7abpgyAIB2yskhqq0lmjPH2ZH0Tkg8AADtgGqn8zBtAADtcPAg0c2bRHPnOjuS3guJBwCgjbhq5403UO10BqYOAKCN8vKIamqI5s1zdiS9GxIPAEAbNK12XFycHU3vhsQDANAGhw8TVVcTzZ/v7Eh6PyQeAIC74Kqd119HtdMVkHgAAO7iyBGiq1eJEhOdHUnfgMQDAHAXqHa6FhIPAMAd5OcTVVQQLVjg7Ej6DiQeAIA74KodV3xfc5dB4gEAaMXRo0R6PdETTzg7kr7FIYnHarUK5s2bt+f+++8/FxgYeFaj0YRXV1e7KxSKPLlcXqpUKtVWq1XAbb9+/fpXZTKZNiAg4LxarVZy/cXFxZODg4NPyWQy7YoVKzZy/XV1dYMSEhIyZTKZNiIiouDKlStjuOfS09OT5XJ5qVwuL83IyEhyxOsFgL4B1U43YYx1e0tKSkrfunXr04wxamhocLVarW4rV658e8OGDS8zxigtLS0lJSUljTFGZ86cCQwJCTlRX1/P1+l0vhKJpMxms/EYYxQaGlqo0WjCGGMUGxt7ICcnJ4YxRps2bVq2dOnSzYwxUqlUCQkJCSrGGJnNZnc/P7+LFotFYLFYBNzj5vHZpwEA4L+OHmXMz4+xhgZnR9Jz/ee9s905oduTjtVqdRs7duyl5v3+/v7nq6qqhIwxqqys9PL39z/PGKN169a9mpbtDA58AAAYbUlEQVSWlsJtFx0dnXvs2LGIiooK74CAgHNc/86dOxMXL178IbdNQUFBOPtPYrvvvvuuMcbo008/XbBkyZIt3D6LFy/+cOfOnYn/MwlIPADQTFQUY1u3OjuKnq2jiafbC0idTjd25MiR15566ql/njx5MmTy5MnF77333gsmk0koFApNRERCodBkMpmEREQVFRWjIiIiCrj9xWKxwWg0ivh8foNYLDZw/SKRyGg0GkVEREajUeTj46MnInJ1dW10c3OrMZvNHhUVFaOa7sON1VKcq1at+vlxZGQkRUZGduk8AEDv8c03RJcuES1a5OxIepb8/HzKz8/v9DjdnngaGxtdS0pKJn3wwQfPhYaGfvfCCy+8l5aW9krTbXg8HuPxeKy7Y7mTpokHAPq31FSi114j4vOdHUnP0vyX8tTU1A6N0+2LC8RisUEsFhtCQ0O/IyKaN2/enpKSkkleXl5VVVVVXkRElZWV3p6enleJ7JWMXq/34fY3GAxisVhsEIlERoPBIG7ez+1TXl4+msie6Gpqatw8PDzMzcfS6/U+TSsgAIDmjh0jKi0lSsJSpG7T7YnHy8urysfHR19aWionIjp06NCMcePGnXnsscc+T09PTyayrzybPXv2fiKiuLi4bJVKlVhfXz9Qp9ON1Wq1srCwsEIvL6+q4cOHX9doNOGMMd6OHTsWzZo1K4vbhxtrz54986Kiog4TESmVSrVarVZarVaBxWIZkZeXp4iOjj7Y3a8ZAHovrtoZONDZkfRhHflgqL3txIkTIVOmTPlu/PjxJ+fMmbPParW6mc1m96ioqEMymaxUoVCom642W7t27WsSiaTM39//fG5ubjTXX1RUNDkoKOiURCIpW758+ftcf21t7aD4+PhdUqlUGx4eXqDT6Xy557Zt2/aUVCrVSqVS7fbt25Nbio+wuAAAGGMFBYyNHs1YXZ2zI+kdqIOLC3j2ffs3Ho/HMA8AMHMmUVwc0ZIlzo6kd+DxeMQY47V3P1wWBQBARIWFRKdPE332mbMj6ftwyxwAACJavZrolVeIBg1ydiR9HyoeAOj3ioqITp4k2rvX2ZH0D6h4AKDfW72aKCUF1Y6jYHEBYXEBQH9WUmJfUFBWRjR4sLOj6V06urgAFQ8A9GurVxO9/DKSjiOh4iFUPAD91YkTRI88Yq927rnH2dH0Pqh4AADaafVqopUrkXQcDRUPoeIB6I++/54oJobo4kUkno5CxQMA0A6rVxO99BKSjjOg4iFUPAD9zalTREqlvdoZMsTZ0fReqHgAANpozRqiP/4RScdZUPEQKh6A/uTMGaKoKHu1M3Sos6Pp3VDxAAC0wZo1RH/4A5KOM6HiIVQ8AP3F2bNE06fbq51773V2NL0fKh4AgLt46y2iF19E0nE2VDyEigegr7t5k6iggGjBAnu1M2yYsyPqG/BFcADQrzU2El2+TFRaSnThgv0n99hsJpJKif7yFySdngAVD6HiAegtGCMymVpOLpcvE3l7E/n7E8nl9sY99vEhGoAPFrpcRyseJB5C4gHoaW7cINJq/zfBlJYSDRz4y6TCPZZIcIdpR0Pi6QQkHgDHa2gg0ularl6sViKZ7H8TjFxO5O7u7MiBg8TTCUg8AN2DMaLKyl8mFe7xlStEIlHL1YtIhFNjvQESTycg8QB0zvXrLSeX0lL7bWmaf+Yil9tPjeGrpnu3Hn0dj6+v7+Xx48d/P3HixONhYWGFRETV1dXuCoUiTy6XlyqVSrXVahVw269fv/5VmUymDQgIOK9Wq5Vcf3Fx8eTg4OBTMplMu2LFio1cf11d3aCEhIRMmUymjYiIKLhy5coY7rn09PRkuVxeKpfLSzMyMpIc8XoB+qL6eqLz54mys+2rw559lmjaNPsH+t7e9j9nZRHZbPYvV9uyhUivty8G+Ooroq1b7d/0OXs2UWAgkk6/xhjr9ubr66szm83uTftWrlz59oYNG15mjFFaWlpKSkpKGmOMzpw5ExgSEnKivr6er9PpfCUSSZnNZuMxxig0NLRQo9GEMcYoNjb2QE5OTgxjjDZt2rRs6dKlmxljpFKpEhISElSMMTKbze5+fn4XLRaLwGKxCLjHzeOzTwMA2GyM6fWMHT7M2JYtjL3wAmMzZzImlTI2aJD958yZ9v4tW+zb6fX2/aD/+c97Z7tzgsOu42HNyrHs7Oy4L7/8choRUXJycnpkZGR+WlraK1lZWbMWLFiwk8/nN/j6+l6WSqVlGo0mfMyYMVdu3LgxjKuYkpKSMvbv3z87JiYmNzs7Oy41NfVNIqK5c+fufe655z4gIjp48GC0UqlUCwQCKxGRQqHIy83NjUlMTFQ56nUD9ERWa8unxrRa+1X9TU+JTZ9u/+nnZ19RBtBZDkk8PB6PzZgx45CLi8vtxYsX//3ZZ5/9yGQyCYVCoYmISCgUmkwmk5CIqKKiYlREREQBt69YLDYYjUYRn89vEIvFBq5fJBIZjUajiIjIaDSKfHx89ERErq6ujW5ubjVms9mjoqJiVNN9uLFainHVqlU/P46MjKTIyMgunQMAR6urs1+l31KCuXnzl5+5xMXZH8tkRG5uzo4ceqr8/HzKz8/v9DgOSTzffPPNg97e3pXXrl0bqVAo8gICAs43fZ7H4zEej+fUT/djYlbRgAFELi721TTff2//2bSP+9mRPl67P34DuDubjchg+OWH+VyCMRqJRo/+b3IJCyNatMj+2Nsb/yah/Zr/Up6amtqhcRySeLy9vSuJiEaOHHltzpw5nxUWFoYJhUJTVVWVl5eXV1VlZaW3p6fnVSJ7JaPX6324fQ0Gg1gsFhtEIpHRYDCIm/dz+5SXl48eNWpURWNjo2tNTY2bh4eHWSQSGfPz8yO5ffR6vc+vf/3rf7cU4wsvEN2+bf+PzP1s+rgzfTab/T95VyYyZ/fdbfuW/tzV/Y44houL/e/O2W/SFsv/XutSWkpUVmavUJpWL1FR9sdjxxLx+c6NG6Al3b6c+tatW0Nu377tMmzYsBs3b94cqlQq1W+++WbqoUOHZnh4eJhTUlI2pKWlvWK1WgVpaWmvnD17NnDhwoWfFhYWhhmNRtGMGTMOlZWVSXk8HgsPD9e8//77z4eFhRU+8sgjXzz//PPvx8TE5G7evHnZqVOngrds2bJUpVIl7t+/f7ZKpUqsrq52nzJlSlFJSckkxhhv8uTJxSUlJZO4z3x+noRuXk7NmL11VSLrrr6uGoOxX27TtHVVf1eOdbd+xn75i4Mjk2ptrT251NW1fDGlXI57j4Hz9NibhJpMJuGcOXM+IyJqbGx0feKJJz5RKpXqKVOmFM2fP3/X1q1bn/H19b28a9eu+UREgYGBZ+fPn78rMDDwrKura+PmzZuXcafhNm/evOw3v/nN9p9++umemTNnHoiJicklInrmmWe2Llq0aIdMJtN6eHiYVSpVIhGRu7t79RtvvLEmNDT0OyKiN998M7V50nEE7jfmAQOIXHFb1l6n6S8Ojk6SfL795pZCofOrLoCuggtICReQAgB0RI++gBQAAICDxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA6FxAMAAA7lsMRz+/Ztl4kTJx5/7LHHPiciqq6udlcoFHlyubxUqVSqrVargNt2/fr1r8pkMm1AQMB5tVqt5PqLi4snBwcHn5LJZNoVK1Zs5Prr6uoGJSQkZMpkMm1ERETBlStXxnDPpaenJ8vl8lK5XF6akZGR5KjX2x3y8/OdHUKbIM6u0xtiJEKcXa23xNlRDks8GzduXBEYGHiWx+MxIqK0tLRXFApFXmlpqTwqKupwWlraK0REZ8+eDczMzEw4e/ZsYG5ubsyyZcs2M8Z4RERLly7dsnXr1me0Wq1Mq9XKcnNzY4iItm7d+oyHh4dZq9XKXnzxxXdTUlI2ENmT2+rVq/9cWFgYVlhYGJaamvpm0wTX2/SWf4yIs+v0hhiJEGdX6y1xdpRDEo/BYBAfOHBg5m9/+9v/xyWR7OzsuOTk5HQiouTk5PT9+/fPJiLKysqatWDBgp18Pr/B19f3slQqLdNoNOGVlZXeN27cGBYWFlZIRJSUlJTB7dN0rLlz5+49fPhwFBHRwYMHo5VKpVogEFgFAoFVoVDkcckKAACcwyGJ58UXX3z3nXfeWTlgwAAb12cymYRCodBERCQUCk0mk0lIRFRRUTFKLBYbuO3EYrHBaDSKmveLRCKj0WgUEREZjUaRj4+PnojI1dW10c3NrcZsNnu0Nlb3v2IAAGiNa3cf4F//+tejnp6eVydOnHg8Pz8/sqVteDwe407BOQuPx3Pm4dssNTXV2SG0CeLsOr0hRiLE2dV6S5wd0e2J59tvv30gOzs77sCBAzNra2sHX79+ffiiRYt2CIVCU1VVlZeXl1dVZWWlt6en51UieyWj1+t9uP0NBoNYLBYbRCKR0WAwiJv3c/uUl5ePHjVqVEVjY6NrTU2Nm4eHh1kkEhmbJju9Xu/z61//+t/NY+RO/wEAgAMwxhzW8vPzpz366KOfM8Zo5cqVb6elpaUwxmj9+vWvpKSkpDHG6MyZM4EhISEn6urqBl66dGmsn5/fRZvNxmOMUVhYmKagoCDcZrPxYmNjD+Tk5MQwxmjTpk3LlixZsoUxRjt37kxMSEhQMcbIbDa7jx079pLFYhFUV1eP4B478jWjoaGhof2yOfRg+fn50x577LFsxuxJISoq6pBMJitVKBTqpglh7dq1r0kkkjJ/f//zubm50Vx/UVHR5KCgoFMSiaRs+fLl73P9tbW1g+Lj43dJpVJteHh4gU6n8+We27Zt21NSqVQrlUq127dvT3b2hKOhoaH19+b0AJzRXnrppXcCAgLOjR8//uScOXP2Wa1Wt5a2y8nJifH39z8vlUq1XHXmyLZr1674wMDAMwMGDLhdXFw8qbXtxowZczk4OPj7CRMmHA8NDS3siTE6ey7NZrP7jBkz8lr6RacnzGVb5mf58uXvS6VS7fjx40+WlJRMdPQctiXOI0eORA4fPrxmwoQJxydMmHB8zZo1rzs6xqeeemqbp6enKSgo6FRr2/SEubxbnD1hLsvLy30iIyOPBAYGnhk3btzpjRs3Pt8V8+nwye4JTa1WK27fvj2AMUYpKSlp3Gm+pq2xsdFFIpGU6XQ63/r6en5ISMiJs2fP3u/IOM+dOxdw4cIFeWRk5JE7van7+vrqzGazuzPmsi0x9oS5XLly5dsbNmx4mTFGaWlpKS39nTtrLtsyP1988cXM2NjYA4wxKigoCA8PDy9w9N91W+I8cuRIJHdWw1nt6NGjU0tKSia29obeE+ayLXH2hLmsrKz0On78+ATGGN24ceNeuVx+oSv+bfbLW+YoFIo8bml3eHi4pumiBU5hYWGYVCot8/X1vczn8xsSExNVWVlZsxwZZ0BAwHm5XF7alm2ZkxZItCXGnjCXrV031hJHz2Vb5qdp/OHh4Rqr1SrgLkHoSXESOX+xztSpU78aMWKEpbXne8JcEt09TiLnz6WXl1fVhAkTThAR3XvvvT/ef//95yoqKkY13aYj89kvE09T27Zte3rmzJkHmvc3vTaIqGdfA8Tj8diMGTMOTZkypeijjz561tnxNNcT5rK168aac8ZctmV+WtqmpV+YnB0nj8dj33777QMhISEnZ86ceeDs2bOBjoyxLXrCXLZFT5vLy5cv+x4/fnxieHi4pml/R+az25dTO4tCocirqqryat6/bt2617j7xa1du/ZPAwcOrF+4cOGnzbdz1HVFbYnzbr755psHvb29K69duzZSoVDkBQQEnJ86depXPSVGZ8/l2rVr/9Q8ntZi6u65bElb56f5b7+OvvatLcebNGlSiV6v9xkyZMitnJyc2NmzZ+8vLS2VOyK+9nD2XLZFT5rLH3/88d558+bt2bhx44p77733x+bPt3c++2ziycvLU9zp+e3bt//mwIEDM7nb6zTX/HoivV7v0/QuCI6Ksy28vb0riYhGjhx5bc6cOZ8VFhaGdeWbZWdj7Alz2dp1Y81191y2pC3z09L1bSKRyNidcXUkzmHDht3gHsfGxuYsW7Zsc3V1tbu7u3u1I2O9k54wl23RU+ayoaGBP3fu3L1PPvnkx7Nnz97f/PmOzGe/PNWWm5sb884776zMysqaNXjw4NqWtpkyZUqRVquVXb582be+vn5gZmZmQlxcXLajY+W0dq731q1bQ27cuDGMiOjmzZtD1Wq1Mjg4+JRjo7NrLcaeMJdxcXHZ6enpyUT2O5a39B/IWXPZlvmJi4vL5u6uXlBQECEQCKzcqUNHaUucJpNJyP07KCwsDGOM8XpS0iHqGXPZFj1hLhljvGeeeWZrYGDg2RdeeOG9lrbp0Hw6c8WEs5pUKtWOHj36CrdMcenSpZsZY2Q0GkfNnDnzC267AwcOxMrl8gsSiaRs3bp1rzo6zn379s0Ri8X6wYMH/yQUCqtiYmJymsd58eJFv5CQkBMhISEnxo0bd9rRcbYlxp4wl61dN9ZT5rKl+fnwww8Xf/jhh4u5bX7/+99/IJFIysaPH3/yTqscnRnnBx988Ptx48adDgkJOfGrX/3q22PHjkU4OsbExMSd3t7eFXw+v14sFuu3bt36dE+cy7vF2RPm8quvvnqIx+PZQkJCTnDvlwcOHIjt7HzyGOtxpzYBAKAP65en2gAAwHmQeAAAwKGQeAAAwKGQeAAAwKGQeAA6oaWL6dojISEh8+LFi5I7bRMZGZlfXFw8ubPbNGUymYQt3bEDwBGQeAA6oTNXvJeVlUlv3rw5VCKRXLzbMe52nPbGIRQKTSNGjLCUlJRMas9+AF0BiQegCzDGeCtXrnwnODj41Pjx47/ftWvXfCIim802YNmyZZvvv//+c0qlUv3II498sXfv3rlERCqVKrHpBZjLli3bHBoa+l1QUNDpVatWrWrpOPfee++Pf/jDH/4vKCjo9IwZMw798MMP93HP7d69Oz48PFzj7+9/4euvv36IyH5/rYcffvjo5MmTiydPnlx87NixX3Hbx8XFZe/cuXNBN00JQOucceEUGlpfaffee+8Nxhjt2bNnrkKhUNtsNp7JZPIcPXr0lcrKSq/du3fP4y5QraqqEo4YMaJ67969jzPGKCYmJqfpxXbV1dUjGLN//UBkZOSR77//PpgxRk2/coLH49k+/fTTBYwxWr169RvPPffc3xhjNG3atPyXXnrpHcbsF3nOmDEjjzFGt27duqe2tnYQY4xKS0tlU6ZM+Y473qVLl8aGhYVpnD2HaP2v9dl7tQE40tdff/3QwoULP+XxeMzT0/PqtGnTvvzuu+9Cv/nmmwfnz5+/i8h+emv69OlHuH2uXLkyhrs3HBFRZmZmwkcfffRsY2Oja2Vlpfe5c+fub37LngEDBtgSEhIyiYiefPLJjx9//PF9RPZTbdzjSZMmlVy+fNmXiKi+vn7gc88998HJkydDXFxcbje9yaS3t3cltx2AIyHxAHQBHo/HWCv3qmva33wb7s86nW7sX//61z8WFRVNcXNzq3nqqaf+WVtbO/hOx2SM8Zp+tjNo0KA6IiIXF5fbjY2NrkRE77777ove3t6VO3bsWHT79m2XpvcmbL4/gKPgMx6ALjB16tSvMjMzE2w224Br166NPHr06MPh4eGaBx988Ju9e/fOZYzxTCaT8Msvv5zG7TNmzJgrlZWV3kRE169fHz506NCbw4cPv24ymYQ5OTmxLR3HZrMN2L17dzwR0aeffrrwbnfOvn79+nAvL68qIqKMjIyk27dvu3DPVVZWeo8ZM+ZKV7x+gPZAxQPQCVzFMGfOnM+OHTv2q5CQkJM8Ho+98847Kz09Pa/OnTt37+HDh6MCAwPP+vj46CdNmlTi5uZWQ0T00EMPfV1UVDRl8uTJxSEhIScnTpx4PCAg4LyPj4/+oYce+rql4w0dOvRmYWFh2FtvvfW6UCg0ZWZmJtwprmXLlm2eO3fu3oyMjKSYmJjcpsu/CwsLwx5++OGjXT8rAHfh7A+Z0ND6evvxxx+HMsbohx9+8JBIJGUmk8mTMfvdsJvewbstjVvM0BVt4cKFn5SUlEx09vyg9b+Gigegmz366KP/slqtgvr6+oF//vOfV3NfQufn53dp2LBhNy5evCi527U8nK76TObq1aueVqtVMHHixONdMR5Ae+BrEQAAwKGwuAAAABwKiQcAABwKiQcAABwKiQcAABwKiQcAABwKiQcAABzq/wMGu/VJktOQlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x169215f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('alpha is:', 1.0)\n"
     ]
    }
   ],
   "source": [
    "#评估可视化-mse\n",
    "mse_mean = np.mean(ridge.cv_values_, axis = 0)\n",
    "plt.plot(np.log10(alphas), mse_mean.reshape(len(alphas),1)) \n",
    "\n",
    "\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()\n",
    "\n",
    "print ('alpha is:', ridge.alpha_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Lasso／L1正则\n",
    "\n",
    "from sklearn.linear_model import LassoCV\n",
    "\n",
    "#设置缺省参数\n",
    "\n",
    "#生成一个LassoCV实例 \n",
    "lasso = LassoCV()  \n",
    "\n",
    "#训练（内含CV）\n",
    "lasso.fit(X_train, y_train)  \n",
    "\n",
    "#测试\n",
    "y_test_pred_lasso = lasso.predict(X_test)+2150\n",
    "y_train_pred_lasso = lasso.predict(X_train)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r2 score of LassoCV on test is 0.574380479265\n",
      "The r2 score of LassoCV on train is 0.729162801016\n"
     ]
    }
   ],
   "source": [
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "print 'The r2 score of LassoCV on test is', r2_score(y_test, y_test_pred_lasso)\n",
    "print 'The r2 score of LassoCV on train is', r2_score(y_train, y_train_pred_lasso)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1725feb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('alpha is:', 29.580413646724061)\n"
     ]
    }
   ],
   "source": [
    "mses = np.mean(lasso.mse_path_, axis = 1)\n",
    "plt.plot(np.log10(lasso.alphas_), mses) \n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()    \n",
    "            \n",
    "print ('alpha is:', lasso.alpha_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
